A recent visibility test compared AI responses for the same name using the same model, once logged in and once in incognito mode. When logged in, the full professional profile appeared consistently. In incognito, visibility dropped significantly and sometimes disappeared entirely.
This highlights how contextual layers influence AI-generated answers and raises an important question about brand strength versus link equity in generative environments.
Full analysis and screenshots are available here:https://netcontentseo.net/article/ai-visibility-vs-incognito-baseline-what-happens-when-context-disappears-20-260